GptOss(
  (base_model): GptOssHeadless(
    (embedding): Embedding(201088, 2880, padding_idx=199999)
    (layers): ModuleList(
      (0-23): 24 x GptOssBlock(
        (ln): GptOssRMSNorm((2880,), eps=1e-05)
        (ff_ln): GptOssRMSNorm((2880,), eps=1e-05)
        (attn): MultiHeadAttention(
          (in_proj): FusedQKV(
            (qkv_fused): Linear(in_features=2880, out_features=5120, bias=False)
          )
          (dense): Linear(in_features=4096, out_features=2880, bias=False)
        )
        (ff_sub_layer): MOEFeedForward(
          (gate): Linear(in_features=2880, out_features=32, bias=False)
          (cond_ffn): ConditionalFeedForward()
        )
      )
    )
    (dec_norm): GptOssRMSNorm((2880,), eps=1e-05)
  )
  (head): Linear(in_features=2880, out_features=201088, bias=False)
)
GptOssConfig(num_experts=32, src_vocab_size=201088, emb_dim=2880, hidden_dim=2880, head_dim=64, num_attention_heads=64, sliding_window=128, rope_base=150000, activation_fn='silu', initializer_range=0.02, router_aux_loss_coef=0.9, nheads=64, nlayers=24, dim=2880, norm_eps=1e-05, kvheads=8, p_dropout=0.0, fused_weights=True, linear_config=None, hidden_grow_factor=1.0, multiple_of=256)
tensor([ 13225,  10503,      0,  22263, 165246,  78398,  30260, 186061, 129671,
        117598, 188419,  70793,  90735,   2179,  90334,  66778, 195014,  37046,
        164288,  93331,  95504, 144618,  93099,  16361,  98252, 198493, 127455,
[...]
         61042,  28093,  43530,  86823, 184185, 130131,   7327,  64333, 141686,
         56721, 123965,  91152,  78725, 136174,  11622, 176741, 182589,  40468,
        105672, 135252, 111755,  10202,  13986,  30167, 101476, 183243,  35842,
         49222,  55012, 197091, 101746, 196163, 158738, 184965,  93943, 169473,
         80003,  89122,  39250,  45893,  25709, 124003,  38940])

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